| CPC H04W 88/04 (2013.01) [H04W 4/46 (2018.02); H04W 72/046 (2013.01); H04W 72/21 (2023.01); H04W 76/15 (2018.02)] | 20 Claims |

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1. A communication system, comprising:
a road-side unit (RSU) device configured to:
receive a first connection request from a vehicle as the vehicle moves along a travel path;
communicate a first request to an inference server based on the received first connection request;
receive a response from the inference server based on the communicated first request, wherein the response includes specific initial access information;
bypass an initial access-search, as the vehicle moves along the travel path, based on the specific initial access information;
direct, based on the received response and the bypass of the initial access-search, one or more specific beams of radio frequency (RF) signals to service a first edge device of one or more edge devices of the vehicle; and
dynamically partition one or more antenna arrays at a service side of the RSU device into a plurality of sub-arrays to establish independent communication channels with a plurality of vehicles, wherein the plurality of vehicles includes the vehicle.
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